{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Python绘制小提琴图\n",
    "\n",
    "小提琴图（violin plot）用于显示数据分布及其概率密度：\n",
    "* 图形中间相当于箱线图：黑色粗条代表四分位范围，分别展示中位数、25%分位数、75%分位数；\n",
    "* 两侧的曲线代表核密度图：越胖表示该位置的数据数量越多"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set(style=\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. 读取保险费数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age</th>\n",
       "      <th>sex</th>\n",
       "      <th>bmi</th>\n",
       "      <th>children</th>\n",
       "      <th>smoker</th>\n",
       "      <th>region</th>\n",
       "      <th>charges</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>19</td>\n",
       "      <td>female</td>\n",
       "      <td>27.900</td>\n",
       "      <td>0</td>\n",
       "      <td>yes</td>\n",
       "      <td>southwest</td>\n",
       "      <td>16884.92400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>male</td>\n",
       "      <td>33.770</td>\n",
       "      <td>1</td>\n",
       "      <td>no</td>\n",
       "      <td>southeast</td>\n",
       "      <td>1725.55230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>28</td>\n",
       "      <td>male</td>\n",
       "      <td>33.000</td>\n",
       "      <td>3</td>\n",
       "      <td>no</td>\n",
       "      <td>southeast</td>\n",
       "      <td>4449.46200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>male</td>\n",
       "      <td>22.705</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>21984.47061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>32</td>\n",
       "      <td>male</td>\n",
       "      <td>28.880</td>\n",
       "      <td>0</td>\n",
       "      <td>no</td>\n",
       "      <td>northwest</td>\n",
       "      <td>3866.85520</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   age     sex     bmi  children smoker     region      charges\n",
       "0   19  female  27.900         0    yes  southwest  16884.92400\n",
       "1   18    male  33.770         1     no  southeast   1725.55230\n",
       "2   28    male  33.000         3     no  southeast   4449.46200\n",
       "3   33    male  22.705         0     no  northwest  21984.47061\n",
       "4   32    male  28.880         0     no  northwest   3866.85520"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"./datas/insurance/insurance.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. 全部保险费的数据分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x213656e6588>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x=df[\"charges\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. 性别男女与保险费的关系分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21367cc4108>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x=\"sex\", y=\"charges\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. 是否抽烟与保险费的关系分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21367ceca48>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x=\"smoker\", y=\"charges\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. 孩子个数与保险费的关系分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21368529688>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x=\"children\", y=\"charges\", data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6. 年龄与保险费的关系分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x21367ce5908>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[\"age\"] = (df[\"age\"]/10).astype(int)\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.violinplot(x=\"age\", y=\"charges\", data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
